LD-Pruner: Efficient Pruning of Latent Diffusion Models using
Task-Agnostic Insights

LD-Pruner: Efficient Pruning of Latent Diffusion Models using Task-Agnostic Insights

18 April 2024

Thibault Castells

Hyoung-Kyu Song

Papers citing "LD-Pruner: Efficient Pruning of Latent Diffusion Models using Task-Agnostic Insights"

16 / 16 papers shown

Title
Quantizing Diffusion Models from a Sampling-Aware Perspective Qian Zeng Jie Song Yuanyu Wan Huiqiong Wang Mingli Song DiffM MQ 64 1 0 04 May 2025
ZipIR: Latent Pyramid Diffusion Transformer for High-Resolution Image Restoration Yongsheng Yu Haitian Zheng Zhifei Zhang Jianming Zhang Yuqian Zhou Connelly Barnes Y. Liu Wei Xiong Zhe Lin Jiebo Luo 44 0 0 11 Apr 2025
DiTFastAttnV2: Head-wise Attention Compression for Multi-Modality Diffusion Transformers H. Zhang R. Su Zhihang Yuan Pengtao Chen Mingzhu Shen Yibo Fan Shengen Yan Guohao Dai Yu Wang 39 0 0 28 Mar 2025
Scaling Down Text Encoders of Text-to-Image Diffusion Models Lifu Wang Daqing Liu Xinchen Liu Xiaodong He VLM 38 0 0 25 Mar 2025
Diffusion on Graph: Augmentation of Graph Structure for Node Classification Yancheng Wang Changyu Liu Yingzhen Yang DiffM GNN 59 0 0 16 Mar 2025
CacheQuant: Comprehensively Accelerated Diffusion Models Xuewen Liu Zhikai Li Qingyi Gu DiffM 30 0 0 03 Mar 2025
Redefining <Creative> in Dictionary: Towards an Enhanced Semantic Understanding of Creative Generation Fu Feng Yucheng Xie Xu Yang Jing Wang Xin Geng DiffM 21 0 0 31 Oct 2024
K-Sort Arena: Efficient and Reliable Benchmarking for Generative Models via K-wise Human Preferences Zhikai Li Xuewen Liu Dongrong Fu Jianquan Li Qingyi Gu Kurt Keutzer Zhen Dong EGVM VGen DiffM 72 1 0 26 Aug 2024
Hybrid SD: Edge-Cloud Collaborative Inference for Stable Diffusion Models Chenqian Yan Songwei Liu Hongjian Liu Xurui Peng Xiaojian Wang Fangming Chen Lean Fu Xing Mei 18 6 0 13 Aug 2024
Diversifying the Expert Knowledge for Task-Agnostic Pruning in Sparse Mixture-of-Experts Zeliang Zhang Xiaodong Liu Hao Cheng Chenliang Xu Jianfeng Gao MoE 27 9 0 12 Jul 2024
Not All Prompts Are Made Equal: Prompt-based Pruning of Text-to-Image Diffusion Models Alireza Ganjdanesh Reza Shirkavand Shangqian Gao Heng Huang DiffM VLM 37 4 0 17 Jun 2024
Learning-to-Cache: Accelerating Diffusion Transformer via Layer Caching Xinyin Ma Gongfan Fang Michael Bi Mi Xinchao Wang 50 30 0 03 Jun 2024
SparseDM: Toward Sparse Efficient Diffusion Models Kafeng Wang Jianfei Chen He Li Zhenpeng Mi Jun-Jie Zhu DiffM 37 8 0 16 Apr 2024
GALIP: Generative Adversarial CLIPs for Text-to-Image Synthesis Ming Tao Bingkun Bao Hao Tang Changsheng Xu DiffM VLM 58 99 0 30 Jan 2023
DepGraph: Towards Any Structural Pruning Gongfan Fang Xinyin Ma Mingli Song Michael Bi Mi Xinchao Wang GNN 79 245 0 30 Jan 2023
Zero-Shot Text-to-Image Generation Aditya A. Ramesh Mikhail Pavlov Gabriel Goh Scott Gray Chelsea Voss Alec Radford Mark Chen Ilya Sutskever VLM 253 4,735 0 24 Feb 2021